Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 129880 |
| Missing cells | 393 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 22.3 MiB |
| Average record size in memory | 180.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 17 |
seat_comfort is highly overall correlated with food_and_drink | High correlation |
departure_arrival_time_convenient is highly overall correlated with food_and_drink and 1 other fields | High correlation |
food_and_drink is highly overall correlated with seat_comfort and 2 other fields | High correlation |
gate_location is highly overall correlated with departure_arrival_time_convenient and 1 other fields | High correlation |
inflight_wifi_service is highly overall correlated with online_support and 2 other fields | High correlation |
inflight_entertainment is highly overall correlated with satisfaction | High correlation |
online_support is highly overall correlated with inflight_wifi_service and 2 other fields | High correlation |
ease_of_online_booking is highly overall correlated with inflight_wifi_service and 2 other fields | High correlation |
on_board_service is highly overall correlated with cleanliness | High correlation |
cleanliness is highly overall correlated with on_board_service | High correlation |
online_boarding is highly overall correlated with inflight_wifi_service and 2 other fields | High correlation |
departure_delay_in_minutes is highly overall correlated with arrival_delay_in_minutes | High correlation |
arrival_delay_in_minutes is highly overall correlated with departure_delay_in_minutes | High correlation |
satisfaction is highly overall correlated with inflight_entertainment | High correlation |
type_of_travel is highly overall correlated with class | High correlation |
class is highly overall correlated with type_of_travel | High correlation |
seat_comfort has 4797 (3.7%) zeros | Zeros |
departure_arrival_time_convenient has 6664 (5.1%) zeros | Zeros |
food_and_drink has 5945 (4.6%) zeros | Zeros |
inflight_entertainment has 2978 (2.3%) zeros | Zeros |
departure_delay_in_minutes has 73356 (56.5%) zeros | Zeros |
arrival_delay_in_minutes has 72753 (56.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-14 13:41:50.809115 |
|---|---|
| Analysis finished | 2023-07-14 13:44:38.703430 |
| Duration | 2 minutes and 47.89 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
satisfaction
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1014.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 129880 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 71087 | |
| 0 | 58793 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 71087 | |
| 0 | 58793 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 71087 | |
| 0 | 58793 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 129880 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 71087 | |
| 0 | 58793 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 129880 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 71087 | |
| 0 | 58793 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 129880 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 71087 | |
| 0 | 58793 |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1014.8 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0147675 |
| Min length | 4 |
Characters and Unicode
| Total characters | 651318 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 65899 | |
| Male | 63981 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 65899 | |
| male | 63981 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| F | 65899 | 10.1% |
| m | 65899 | 10.1% |
| M | 63981 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 521438 | |
| Uppercase Letter | 129880 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| m | 65899 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 65899 | |
| M | 63981 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 651318 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| F | 65899 | 10.1% |
| m | 65899 | 10.1% |
| M | 63981 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651318 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| F | 65899 | 10.1% |
| m | 65899 | 10.1% |
| M | 63981 | 9.8% |
customer_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1014.8 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.549276 |
| Min length | 14 |
Characters and Unicode
| Total characters | 1889660 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | Loyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 106100 | |
| disloyal Customer | 23780 | 18.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 129880 | |
| loyal | 106100 | |
| disloyal | 23780 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | 8.1% |
| s | 153660 | 8.1% |
| y | 129880 | 6.9% |
| a | 129880 | 6.9% |
| 129880 | 6.9% | |
| C | 129880 | 6.9% |
| u | 129880 | 6.9% |
| t | 129880 | 6.9% |
| m | 129880 | 6.9% |
| Other values (5) | 413420 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1523800 | |
| Uppercase Letter | 235980 | 12.5% |
| Space Separator | 129880 | 6.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | |
| s | 153660 | |
| y | 129880 | |
| a | 129880 | |
| u | 129880 | |
| t | 129880 | |
| m | 129880 | |
| e | 129880 | |
| r | 129880 | |
| Other values (2) | 47560 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 129880 | |
| L | 106100 |
Space Separator
| Value | Count | Frequency (%) |
| 129880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1759780 | |
| Common | 129880 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | |
| s | 153660 | |
| y | 129880 | |
| a | 129880 | |
| C | 129880 | |
| u | 129880 | |
| t | 129880 | |
| m | 129880 | |
| e | 129880 | |
| Other values (4) | 283540 |
Common
| Value | Count | Frequency (%) |
| 129880 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1889660 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | 8.1% |
| s | 153660 | 8.1% |
| y | 129880 | 6.9% |
| a | 129880 | 6.9% |
| 129880 | 6.9% | |
| C | 129880 | 6.9% |
| u | 129880 | 6.9% |
| t | 129880 | 6.9% |
| m | 129880 | 6.9% |
| Other values (5) | 413420 |
age
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.427957 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.11936 |
|---|---|
| Coefficient of variation (CV) | 0.38346801 |
| Kurtosis | -0.71914023 |
| Mean | 39.427957 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.0036062117 |
| Sum | 5120903 |
| Variance | 228.59505 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 3692 | 2.8% |
| 25 | 3511 | 2.7% |
| 40 | 3209 | 2.5% |
| 44 | 3104 | 2.4% |
| 41 | 3089 | 2.4% |
| 42 | 3017 | 2.3% |
| 43 | 2941 | 2.3% |
| 45 | 2939 | 2.3% |
| 23 | 2935 | 2.3% |
| 22 | 2931 | 2.3% |
| Other values (65) | 98512 |
| Value | Count | Frequency (%) |
| 7 | 685 | |
| 8 | 797 | |
| 9 | 859 | |
| 10 | 822 | |
| 11 | 837 | |
| 12 | 794 | |
| 13 | 806 | |
| 14 | 860 | |
| 15 | 1006 | |
| 16 | 1156 |
| Value | Count | Frequency (%) |
| 85 | 25 | < 0.1% |
| 80 | 110 | |
| 79 | 52 | < 0.1% |
| 78 | 44 | < 0.1% |
| 77 | 106 | |
| 76 | 60 | < 0.1% |
| 75 | 76 | 0.1% |
| 74 | 61 | < 0.1% |
| 73 | 67 | 0.1% |
| 72 | 249 |
type_of_travel
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1014.8 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 1948200 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Personal Travel |
| 3rd row | Personal Travel |
| 4th row | Personal Travel |
| 5th row | Personal Travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 89693 | |
| Personal Travel | 40187 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel | 129880 | |
| business | 89693 | |
| personal | 40187 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| 129880 | ||
| v | 129880 | |
| B | 89693 | 4.6% |
| u | 89693 | 4.6% |
| Other values (5) | 299947 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1648253 | |
| Uppercase Letter | 170067 | 8.7% |
| Space Separator | 129880 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| v | 129880 | |
| u | 89693 | 5.4% |
| i | 89693 | 5.4% |
| t | 89693 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 89693 | |
| P | 40187 | |
| T | 40187 |
Space Separator
| Value | Count | Frequency (%) |
| 129880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1818320 | |
| Common | 129880 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| v | 129880 | |
| B | 89693 | 4.9% |
| u | 89693 | 4.9% |
| i | 89693 | 4.9% |
| Other values (4) | 210254 |
Common
| Value | Count | Frequency (%) |
| 129880 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1948200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| 129880 | ||
| v | 129880 | |
| B | 89693 | 4.6% |
| u | 89693 | 4.6% |
| Other values (5) | 299947 |
class
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1014.8 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.7552741 |
| Min length | 3 |
Characters and Unicode
| Total characters | 747495 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco |
|---|---|
| 2nd row | Business |
| 3rd row | Eco |
| 4th row | Eco |
| 5th row | Eco |
Common Values
| Value | Count | Frequency (%) |
| Business | 62160 | |
| Eco | 58309 | |
| Eco Plus | 9411 | 7.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| eco | 67720 | |
| business | 62160 | |
| plus | 9411 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 9.6% |
| E | 67720 | 9.1% |
| c | 67720 | 9.1% |
| o | 67720 | 9.1% |
| B | 62160 | 8.3% |
| i | 62160 | 8.3% |
| n | 62160 | 8.3% |
| e | 62160 | 8.3% |
| 9411 | 1.3% | |
| Other values (2) | 18822 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 598793 | |
| Uppercase Letter | 139291 | 18.6% |
| Space Separator | 9411 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 12.0% |
| c | 67720 | 11.3% |
| o | 67720 | 11.3% |
| i | 62160 | 10.4% |
| n | 62160 | 10.4% |
| e | 62160 | 10.4% |
| l | 9411 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 67720 | |
| B | 62160 | |
| P | 9411 | 6.8% |
Space Separator
| Value | Count | Frequency (%) |
| 9411 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 738084 | |
| Common | 9411 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 9.7% |
| E | 67720 | 9.2% |
| c | 67720 | 9.2% |
| o | 67720 | 9.2% |
| B | 62160 | 8.4% |
| i | 62160 | 8.4% |
| n | 62160 | 8.4% |
| e | 62160 | 8.4% |
| P | 9411 | 1.3% |
Common
| Value | Count | Frequency (%) |
| 9411 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 747495 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 9.6% |
| E | 67720 | 9.1% |
| c | 67720 | 9.1% |
| o | 67720 | 9.1% |
| B | 62160 | 8.3% |
| i | 62160 | 8.3% |
| n | 62160 | 8.3% |
| e | 62160 | 8.3% |
| 9411 | 1.3% | |
| Other values (2) | 18822 | 2.5% |
flight_distance
Real number (ℝ)
| Distinct | 5398 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1981.4091 |
| Minimum | 50 |
|---|---|
| Maximum | 6951 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 341 |
| Q1 | 1359 |
| median | 1925 |
| Q3 | 2544 |
| 95-th percentile | 3831 |
| Maximum | 6951 |
| Range | 6901 |
| Interquartile range (IQR) | 1185 |
Descriptive statistics
| Standard deviation | 1027.1156 |
|---|---|
| Coefficient of variation (CV) | 0.51837636 |
| Kurtosis | 0.36430599 |
| Mean | 1981.4091 |
| Median Absolute Deviation (MAD) | 594 |
| Skewness | 0.46674752 |
| Sum | 2.5734541 × 108 |
| Variance | 1054966.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1963 | 92 | 0.1% |
| 1812 | 88 | 0.1% |
| 1639 | 87 | 0.1% |
| 1981 | 86 | 0.1% |
| 1789 | 86 | 0.1% |
| 1766 | 83 | 0.1% |
| 1759 | 83 | 0.1% |
| 1748 | 82 | 0.1% |
| 2022 | 81 | 0.1% |
| 1769 | 81 | 0.1% |
| Other values (5388) | 129031 |
| Value | Count | Frequency (%) |
| 50 | 23 | |
| 51 | 21 | |
| 52 | 21 | |
| 53 | 28 | |
| 54 | 21 | |
| 55 | 22 | |
| 56 | 30 | |
| 57 | 21 | |
| 58 | 15 | |
| 59 | 24 |
| Value | Count | Frequency (%) |
| 6951 | 1 | |
| 6950 | 1 | |
| 6948 | 1 | |
| 6924 | 1 | |
| 6907 | 2 | |
| 6889 | 1 | |
| 6882 | 1 | |
| 6868 | 1 | |
| 6865 | 1 | |
| 6837 | 1 |
seat_comfort
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8385972 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4797 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3929832 |
|---|---|
| Coefficient of variation (CV) | 0.49072946 |
| Kurtosis | -0.94319309 |
| Mean | 2.8385972 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.091860998 |
| Sum | 368677 |
| Variance | 1.9404023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 29183 | |
| 2 | 28726 | |
| 4 | 28398 | |
| 1 | 20949 | |
| 5 | 17827 | |
| 0 | 4797 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 4797 | 3.7% |
| 1 | 20949 | |
| 2 | 28726 | |
| 3 | 29183 | |
| 4 | 28398 | |
| 5 | 17827 |
| Value | Count | Frequency (%) |
| 5 | 17827 | |
| 4 | 28398 | |
| 3 | 29183 | |
| 2 | 28726 | |
| 1 | 20949 | |
| 0 | 4797 | 3.7% |
departure_arrival_time_convenient
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9906452 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 6664 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5272244 |
|---|---|
| Coefficient of variation (CV) | 0.51066718 |
| Kurtosis | -1.089371 |
| Mean | 2.9906452 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.25228245 |
| Sum | 388425 |
| Variance | 2.3324143 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 29593 | |
| 5 | 26817 | |
| 3 | 23184 | |
| 2 | 22794 | |
| 1 | 20828 | |
| 0 | 6664 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 6664 | 5.1% |
| 1 | 20828 | |
| 2 | 22794 | |
| 3 | 23184 | |
| 4 | 29593 | |
| 5 | 26817 |
| Value | Count | Frequency (%) |
| 5 | 26817 | |
| 4 | 29593 | |
| 3 | 23184 | |
| 2 | 22794 | |
| 1 | 20828 | |
| 0 | 6664 | 5.1% |
food_and_drink
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8519941 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5945 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4437294 |
|---|---|
| Coefficient of variation (CV) | 0.50621751 |
| Kurtosis | -0.98672754 |
| Mean | 2.8519941 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.11681295 |
| Sum | 370417 |
| Variance | 2.0843545 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 28150 | |
| 4 | 27216 | |
| 2 | 27146 | |
| 1 | 21076 | |
| 5 | 20347 | |
| 0 | 5945 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 5945 | 4.6% |
| 1 | 21076 | |
| 2 | 27146 | |
| 3 | 28150 | |
| 4 | 27216 | |
| 5 | 20347 |
| Value | Count | Frequency (%) |
| 5 | 20347 | |
| 4 | 27216 | |
| 3 | 28150 | |
| 2 | 27146 | |
| 1 | 21076 | |
| 0 | 5945 | 4.6% |
gate_location
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9904219 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3059699 |
|---|---|
| Coefficient of variation (CV) | 0.4367176 |
| Kurtosis | -1.0898225 |
| Mean | 2.9904219 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.053063895 |
| Sum | 388396 |
| Variance | 1.7055574 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 33546 | |
| 4 | 30088 | |
| 2 | 24518 | |
| 1 | 22565 | |
| 5 | 19161 | |
| 0 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 22565 | |
| 2 | 24518 | |
| 3 | 33546 | |
| 4 | 30088 | |
| 5 | 19161 |
| Value | Count | Frequency (%) |
| 5 | 19161 | |
| 4 | 30088 | |
| 3 | 33546 | |
| 2 | 24518 | |
| 1 | 22565 | |
| 0 | 2 | < 0.1% |
inflight_wifi_service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.24913 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 132 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3188175 |
|---|---|
| Coefficient of variation (CV) | 0.40589867 |
| Kurtosis | -1.1214461 |
| Mean | 3.24913 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.19112285 |
| Sum | 421997 |
| Variance | 1.7392797 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 31560 | |
| 5 | 28830 | |
| 3 | 27602 | |
| 2 | 27045 | |
| 1 | 14711 | |
| 0 | 132 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 132 | 0.1% |
| 1 | 14711 | |
| 2 | 27045 | |
| 3 | 27602 | |
| 4 | 31560 | |
| 5 | 28830 |
| Value | Count | Frequency (%) |
| 5 | 28830 | |
| 4 | 31560 | |
| 3 | 27602 | |
| 2 | 27045 | |
| 1 | 14711 | |
| 0 | 132 | 0.1% |
inflight_entertainment
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3834771 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2978 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3460591 |
|---|---|
| Coefficient of variation (CV) | 0.39783309 |
| Kurtosis | -0.53278592 |
| Mean | 3.3834771 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.60482822 |
| Sum | 439446 |
| Variance | 1.8118752 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 41879 | |
| 5 | 29831 | |
| 3 | 24200 | |
| 2 | 19183 | |
| 1 | 11809 | 9.1% |
| 0 | 2978 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 2978 | 2.3% |
| 1 | 11809 | 9.1% |
| 2 | 19183 | |
| 3 | 24200 | |
| 4 | 41879 | |
| 5 | 29831 |
| Value | Count | Frequency (%) |
| 5 | 29831 | |
| 4 | 41879 | |
| 3 | 24200 | |
| 2 | 19183 | |
| 1 | 11809 | 9.1% |
| 0 | 2978 | 2.3% |
online_support
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5197028 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3065107 |
|---|---|
| Coefficient of variation (CV) | 0.37119915 |
| Kurtosis | -0.81057183 |
| Mean | 3.5197028 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.57536498 |
| Sum | 457139 |
| Variance | 1.7069702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 41510 | |
| 5 | 35563 | |
| 3 | 21609 | |
| 2 | 17260 | |
| 1 | 13937 | 10.7% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 13937 | 10.7% |
| 2 | 17260 | |
| 3 | 21609 | |
| 4 | 41510 | |
| 5 | 35563 |
| Value | Count | Frequency (%) |
| 5 | 35563 | |
| 4 | 41510 | |
| 3 | 21609 | |
| 2 | 17260 | |
| 1 | 13937 | 10.7% |
| 0 | 1 | < 0.1% |
ease_of_online_booking
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.472105 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.3055596 |
|---|---|
| Coefficient of variation (CV) | 0.37601387 |
| Kurtosis | -0.91065426 |
| Mean | 3.472105 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.49171965 |
| Sum | 450957 |
| Variance | 1.704486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 39920 | |
| 5 | 34137 | |
| 3 | 22418 | |
| 2 | 19951 | |
| 1 | 13436 | 10.3% |
| 0 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 18 | < 0.1% |
| 1 | 13436 | 10.3% |
| 2 | 19951 | |
| 3 | 22418 | |
| 4 | 39920 | |
| 5 | 34137 |
| Value | Count | Frequency (%) |
| 5 | 34137 | |
| 4 | 39920 | |
| 3 | 22418 | |
| 2 | 19951 | |
| 1 | 13436 | 10.3% |
| 0 | 18 | < 0.1% |
on_board_service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4650755 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2708356 |
|---|---|
| Coefficient of variation (CV) | 0.36675553 |
| Kurtosis | -0.78502308 |
| Mean | 3.4650755 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.50526988 |
| Sum | 450044 |
| Variance | 1.6150231 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 40675 | |
| 5 | 31724 | |
| 3 | 27037 | |
| 2 | 17174 | |
| 1 | 13265 | 10.2% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 13265 | 10.2% |
| 2 | 17174 | |
| 3 | 27037 | |
| 4 | 40675 | |
| 5 | 31724 |
| Value | Count | Frequency (%) |
| 5 | 31724 | |
| 4 | 40675 | |
| 3 | 27037 | |
| 2 | 17174 | |
| 1 | 13265 | 10.2% |
| 0 | 5 | < 0.1% |
leg_room_service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4859024 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 444 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.292226 |
|---|---|
| Coefficient of variation (CV) | 0.37070057 |
| Kurtosis | -0.84132096 |
| Mean | 3.4859024 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.49644007 |
| Sum | 452749 |
| Variance | 1.669848 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 39698 | |
| 5 | 34385 | |
| 3 | 22467 | |
| 2 | 21745 | |
| 1 | 11141 | 8.6% |
| 0 | 444 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 444 | 0.3% |
| 1 | 11141 | 8.6% |
| 2 | 21745 | |
| 3 | 22467 | |
| 4 | 39698 | |
| 5 | 34385 |
| Value | Count | Frequency (%) |
| 5 | 34385 | |
| 4 | 39698 | |
| 3 | 22467 | |
| 2 | 21745 | |
| 1 | 11141 | 8.6% |
| 0 | 444 | 0.3% |
baggage_handling
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1014.8 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 129880 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 48240 | |
| 5 | 35748 | |
| 3 | 24485 | |
| 2 | 13432 | 10.3% |
| 1 | 7975 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 48240 | |
| 5 | 35748 | |
| 3 | 24485 | |
| 2 | 13432 | 10.3% |
| 1 | 7975 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 48240 | |
| 5 | 35748 | |
| 3 | 24485 | |
| 2 | 13432 | 10.3% |
| 1 | 7975 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 129880 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 48240 | |
| 5 | 35748 | |
| 3 | 24485 | |
| 2 | 13432 | 10.3% |
| 1 | 7975 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 129880 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 48240 | |
| 5 | 35748 | |
| 3 | 24485 | |
| 2 | 13432 | 10.3% |
| 1 | 7975 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 129880 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 48240 | |
| 5 | 35748 | |
| 3 | 24485 | |
| 2 | 13432 | 10.3% |
| 1 | 7975 | 6.1% |
checkin_service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3408069 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2605823 |
|---|---|
| Coefficient of variation (CV) | 0.37732869 |
| Kurtosis | -0.79351105 |
| Mean | 3.3408069 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.39244248 |
| Sum | 433904 |
| Variance | 1.5890677 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 36481 | |
| 3 | 35538 | |
| 5 | 27005 | |
| 2 | 15486 | |
| 1 | 15369 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 15369 | |
| 2 | 15486 | |
| 3 | 35538 | |
| 4 | 36481 | |
| 5 | 27005 |
| Value | Count | Frequency (%) |
| 5 | 27005 | |
| 4 | 36481 | |
| 3 | 35538 | |
| 2 | 15486 | |
| 1 | 15369 | |
| 0 | 1 | < 0.1% |
cleanliness
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7057592 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1517739 |
|---|---|
| Coefficient of variation (CV) | 0.31080647 |
| Kurtosis | -0.20888866 |
| Mean | 3.7057592 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.75600069 |
| Sum | 481304 |
| Variance | 1.3265831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 48795 | |
| 5 | 35916 | |
| 3 | 23984 | |
| 2 | 13412 | 10.3% |
| 1 | 7768 | 6.0% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 7768 | 6.0% |
| 2 | 13412 | 10.3% |
| 3 | 23984 | |
| 4 | 48795 | |
| 5 | 35916 |
| Value | Count | Frequency (%) |
| 5 | 35916 | |
| 4 | 48795 | |
| 3 | 23984 | |
| 2 | 13412 | 10.3% |
| 1 | 7768 | 6.0% |
| 0 | 5 | < 0.1% |
online_boarding
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.352587 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2987145 |
|---|---|
| Coefficient of variation (CV) | 0.38737682 |
| Kurtosis | -0.93804992 |
| Mean | 3.352587 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36649561 |
| Sum | 435434 |
| Variance | 1.6866594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 35181 | |
| 3 | 30780 | |
| 5 | 29973 | |
| 2 | 18573 | |
| 1 | 15359 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 15359 | |
| 2 | 18573 | |
| 3 | 30780 | |
| 4 | 35181 | |
| 5 | 29973 |
| Value | Count | Frequency (%) |
| 5 | 29973 | |
| 4 | 35181 | |
| 3 | 30780 | |
| 2 | 18573 | |
| 1 | 15359 | |
| 0 | 14 | < 0.1% |
departure_delay_in_minutes
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 466 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.713713 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 73356 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 77 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 38.071126 |
|---|---|
| Coefficient of variation (CV) | 2.5874589 |
| Kurtosis | 100.64455 |
| Mean | 14.713713 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.8219803 |
| Sum | 1911017 |
| Variance | 1449.4107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 73356 | |
| 1 | 3682 | 2.8% |
| 2 | 2855 | 2.2% |
| 3 | 2535 | 2.0% |
| 4 | 2309 | 1.8% |
| 5 | 2136 | 1.6% |
| 6 | 1884 | 1.5% |
| 7 | 1748 | 1.3% |
| 8 | 1618 | 1.2% |
| 9 | 1552 | 1.2% |
| Other values (456) | 36205 |
| Value | Count | Frequency (%) |
| 0 | 73356 | |
| 1 | 3682 | 2.8% |
| 2 | 2855 | 2.2% |
| 3 | 2535 | 2.0% |
| 4 | 2309 | 1.8% |
| 5 | 2136 | 1.6% |
| 6 | 1884 | 1.5% |
| 7 | 1748 | 1.3% |
| 8 | 1618 | 1.2% |
| 9 | 1552 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1128 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 951 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 |
arrival_delay_in_minutes
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 472 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 393 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.091129 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 72753 |
| Zeros (%) | 56.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 78 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.46565 |
|---|---|
| Coefficient of variation (CV) | 2.5488915 |
| Kurtosis | 95.117114 |
| Mean | 15.091129 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.6701246 |
| Sum | 1954105 |
| Variance | 1479.6062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.3% |
| 9 | 1566 | 1.2% |
| Other values (462) | 37370 |
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.3% |
| 9 | 1566 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1115 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 940 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 |
| age | flight_distance | seat_comfort | departure_arrival_time_convenient | food_and_drink | gate_location | inflight_wifi_service | inflight_entertainment | online_support | ease_of_online_booking | on_board_service | leg_room_service | checkin_service | cleanliness | online_boarding | departure_delay_in_minutes | arrival_delay_in_minutes | satisfaction | gender | customer_type | type_of_travel | class | baggage_handling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.248 | 0.009 | 0.038 | 0.015 | -0.001 | 0.013 | 0.134 | 0.123 | 0.076 | 0.078 | 0.093 | 0.036 | -0.004 | 0.039 | -0.009 | -0.011 | 0.204 | 0.015 | 0.378 | 0.342 | 0.208 | 0.045 |
| flight_distance | -0.248 | 1.000 | -0.047 | 0.001 | -0.011 | -0.004 | 0.005 | -0.037 | -0.035 | -0.026 | -0.029 | -0.029 | 0.004 | 0.010 | 0.004 | 0.056 | 0.039 | 0.200 | 0.177 | 0.257 | 0.159 | 0.215 | 0.032 |
| seat_comfort | 0.009 | -0.047 | 1.000 | 0.439 | 0.705 | 0.410 | 0.129 | 0.399 | 0.120 | 0.202 | 0.118 | 0.124 | 0.044 | 0.106 | 0.131 | -0.031 | -0.039 | 0.470 | 0.121 | 0.074 | 0.058 | 0.057 | 0.131 |
| departure_arrival_time_convenient | 0.038 | 0.001 | 0.439 | 1.000 | 0.538 | 0.555 | -0.004 | 0.063 | -0.003 | -0.004 | 0.059 | 0.022 | 0.066 | 0.077 | -0.003 | -0.005 | -0.007 | 0.040 | 0.063 | 0.288 | 0.211 | 0.067 | 0.061 |
| food_and_drink | 0.015 | -0.011 | 0.705 | 0.538 | 1.000 | 0.534 | 0.023 | 0.322 | 0.025 | 0.035 | 0.037 | 0.061 | 0.012 | 0.033 | 0.012 | -0.013 | -0.016 | 0.265 | 0.090 | 0.089 | 0.083 | 0.061 | 0.042 |
| gate_location | -0.001 | -0.004 | 0.410 | 0.555 | 0.534 | 1.000 | -0.004 | -0.004 | 0.002 | 0.000 | -0.024 | -0.007 | -0.032 | -0.010 | -0.003 | 0.005 | 0.006 | 0.143 | 0.038 | 0.146 | 0.078 | 0.082 | 0.051 |
| inflight_wifi_service | 0.013 | 0.005 | 0.129 | -0.004 | 0.023 | -0.004 | 1.000 | 0.260 | 0.534 | 0.580 | 0.059 | 0.031 | 0.088 | 0.049 | 0.617 | -0.022 | -0.032 | 0.245 | 0.036 | 0.097 | 0.030 | 0.061 | 0.043 |
| inflight_entertainment | 0.134 | -0.037 | 0.399 | 0.063 | 0.322 | -0.004 | 0.260 | 1.000 | 0.461 | 0.340 | 0.206 | 0.175 | 0.237 | 0.147 | 0.370 | -0.035 | -0.051 | 0.640 | 0.154 | 0.248 | 0.092 | 0.182 | 0.104 |
| online_support | 0.123 | -0.035 | 0.120 | -0.003 | 0.025 | 0.002 | 0.534 | 0.461 | 1.000 | 0.604 | 0.174 | 0.151 | 0.211 | 0.127 | 0.650 | -0.022 | -0.038 | 0.433 | 0.094 | 0.200 | 0.066 | 0.139 | 0.093 |
| ease_of_online_booking | 0.076 | -0.026 | 0.202 | -0.004 | 0.035 | 0.000 | 0.580 | 0.340 | 0.604 | 1.000 | 0.465 | 0.377 | 0.137 | 0.452 | 0.663 | -0.032 | -0.047 | 0.454 | 0.086 | 0.162 | 0.044 | 0.101 | 0.375 |
| on_board_service | 0.078 | -0.029 | 0.118 | 0.059 | 0.037 | -0.024 | 0.059 | 0.206 | 0.174 | 0.465 | 1.000 | 0.426 | 0.238 | 0.579 | 0.139 | -0.030 | -0.049 | 0.361 | 0.065 | 0.104 | 0.052 | 0.124 | 0.415 |
| leg_room_service | 0.093 | -0.029 | 0.124 | 0.022 | 0.061 | -0.007 | 0.031 | 0.175 | 0.151 | 0.377 | 0.426 | 1.000 | 0.156 | 0.423 | 0.110 | -0.010 | -0.025 | 0.336 | 0.098 | 0.125 | 0.070 | 0.104 | 0.312 |
| checkin_service | 0.036 | 0.004 | 0.044 | 0.066 | 0.012 | -0.032 | 0.088 | 0.237 | 0.211 | 0.137 | 0.238 | 0.156 | 1.000 | 0.250 | 0.177 | -0.019 | -0.035 | 0.281 | 0.018 | 0.046 | 0.061 | 0.113 | 0.144 |
| cleanliness | -0.004 | 0.010 | 0.106 | 0.077 | 0.033 | -0.010 | 0.049 | 0.147 | 0.127 | 0.452 | 0.579 | 0.423 | 0.250 | 1.000 | 0.118 | -0.038 | -0.059 | 0.305 | 0.032 | 0.053 | 0.068 | 0.103 | 0.500 |
| online_boarding | 0.039 | 0.004 | 0.131 | -0.003 | 0.012 | -0.003 | 0.617 | 0.370 | 0.650 | 0.663 | 0.139 | 0.110 | 0.177 | 0.118 | 1.000 | -0.020 | -0.034 | 0.350 | 0.059 | 0.129 | 0.033 | 0.090 | 0.073 |
| departure_delay_in_minutes | -0.009 | 0.056 | -0.031 | -0.005 | -0.013 | 0.005 | -0.022 | -0.035 | -0.022 | -0.032 | -0.030 | -0.010 | -0.019 | -0.038 | -0.020 | 1.000 | 0.740 | 0.044 | 0.002 | 0.000 | 0.004 | 0.000 | 0.005 |
| arrival_delay_in_minutes | -0.011 | 0.039 | -0.039 | -0.007 | -0.016 | 0.006 | -0.032 | -0.051 | -0.038 | -0.047 | -0.049 | -0.025 | -0.035 | -0.059 | -0.034 | 0.740 | 1.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 |
| satisfaction | 0.204 | 0.200 | 0.470 | 0.040 | 0.265 | 0.143 | 0.245 | 0.640 | 0.433 | 0.454 | 0.361 | 0.336 | 0.281 | 0.305 | 0.350 | 0.044 | 0.045 | 1.000 | 0.212 | 0.293 | 0.109 | 0.312 | 0.310 |
| gender | 0.015 | 0.177 | 0.121 | 0.063 | 0.090 | 0.038 | 0.036 | 0.154 | 0.094 | 0.086 | 0.065 | 0.098 | 0.018 | 0.032 | 0.059 | 0.002 | 0.000 | 0.212 | 1.000 | 0.031 | 0.009 | 0.012 | 0.038 |
| customer_type | 0.378 | 0.257 | 0.074 | 0.288 | 0.089 | 0.146 | 0.097 | 0.248 | 0.200 | 0.162 | 0.104 | 0.125 | 0.046 | 0.053 | 0.129 | 0.000 | 0.000 | 0.293 | 0.031 | 1.000 | 0.308 | 0.123 | 0.064 |
| type_of_travel | 0.342 | 0.159 | 0.058 | 0.211 | 0.083 | 0.078 | 0.030 | 0.092 | 0.066 | 0.044 | 0.052 | 0.070 | 0.061 | 0.068 | 0.033 | 0.004 | 0.000 | 0.109 | 0.009 | 0.308 | 1.000 | 0.554 | 0.061 |
| class | 0.208 | 0.215 | 0.057 | 0.067 | 0.061 | 0.082 | 0.061 | 0.182 | 0.139 | 0.101 | 0.124 | 0.104 | 0.113 | 0.103 | 0.090 | 0.000 | 0.000 | 0.312 | 0.012 | 0.123 | 0.554 | 1.000 | 0.107 |
| baggage_handling | 0.045 | 0.032 | 0.131 | 0.061 | 0.042 | 0.051 | 0.043 | 0.104 | 0.093 | 0.375 | 0.415 | 0.312 | 0.144 | 0.500 | 0.073 | 0.005 | 0.006 | 0.310 | 0.038 | 0.064 | 0.061 | 0.107 | 1.000 |
| satisfaction | gender | customer_type | age | type_of_travel | class | flight_distance | seat_comfort | departure_arrival_time_convenient | food_and_drink | gate_location | inflight_wifi_service | inflight_entertainment | online_support | ease_of_online_booking | on_board_service | leg_room_service | baggage_handling | checkin_service | cleanliness | online_boarding | departure_delay_in_minutes | arrival_delay_in_minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Female | Loyal Customer | 65 | Personal Travel | Eco | 265 | 0 | 0 | 0 | 2 | 2 | 4 | 2 | 3 | 3 | 0 | 3 | 5 | 3 | 2 | 0 | 0.0 |
| 1 | 1 | Male | Loyal Customer | 47 | Personal Travel | Business | 2464 | 0 | 0 | 0 | 3 | 0 | 2 | 2 | 3 | 4 | 4 | 4 | 2 | 3 | 2 | 310 | 305.0 |
| 2 | 1 | Female | Loyal Customer | 15 | Personal Travel | Eco | 2138 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 3 | 3 | 4 | 4 | 4 | 2 | 0 | 0.0 |
| 3 | 1 | Female | Loyal Customer | 60 | Personal Travel | Eco | 623 | 0 | 0 | 0 | 3 | 3 | 4 | 3 | 1 | 1 | 0 | 1 | 4 | 1 | 3 | 0 | 0.0 |
| 4 | 1 | Female | Loyal Customer | 70 | Personal Travel | Eco | 354 | 0 | 0 | 0 | 3 | 4 | 3 | 4 | 2 | 2 | 0 | 2 | 4 | 2 | 5 | 0 | 0.0 |
| 5 | 1 | Male | Loyal Customer | 30 | Personal Travel | Eco | 1894 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 5 | 4 | 5 | 5 | 4 | 2 | 0 | 0.0 |
| 6 | 1 | Female | Loyal Customer | 66 | Personal Travel | Eco | 227 | 0 | 0 | 0 | 3 | 2 | 5 | 5 | 5 | 5 | 0 | 5 | 5 | 5 | 3 | 17 | 15.0 |
| 7 | 1 | Male | Loyal Customer | 10 | Personal Travel | Eco | 1812 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 3 | 3 | 4 | 5 | 4 | 2 | 0 | 0.0 |
| 8 | 1 | Female | Loyal Customer | 56 | Personal Travel | Business | 73 | 0 | 0 | 0 | 3 | 5 | 3 | 5 | 4 | 4 | 0 | 1 | 5 | 4 | 4 | 0 | 0.0 |
| 9 | 1 | Male | Loyal Customer | 22 | Personal Travel | Eco | 1556 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 2 | 4 | 5 | 3 | 4 | 2 | 30 | 26.0 |
| satisfaction | gender | customer_type | age | type_of_travel | class | flight_distance | seat_comfort | departure_arrival_time_convenient | food_and_drink | gate_location | inflight_wifi_service | inflight_entertainment | online_support | ease_of_online_booking | on_board_service | leg_room_service | baggage_handling | checkin_service | cleanliness | online_boarding | departure_delay_in_minutes | arrival_delay_in_minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129870 | 1 | Female | disloyal Customer | 70 | Personal Travel | Eco | 1674 | 5 | 4 | 5 | 1 | 5 | 5 | 5 | 5 | 3 | 2 | 4 | 5 | 4 | 5 | 54 | 46.0 |
| 129871 | 1 | Female | disloyal Customer | 35 | Personal Travel | Eco | 3287 | 5 | 4 | 5 | 3 | 2 | 5 | 2 | 2 | 4 | 5 | 4 | 4 | 3 | 2 | 9 | 0.0 |
| 129872 | 1 | Female | disloyal Customer | 69 | Personal Travel | Eco | 2240 | 5 | 4 | 5 | 3 | 4 | 5 | 4 | 4 | 5 | 4 | 4 | 3 | 4 | 4 | 4 | 0.0 |
| 129873 | 1 | Female | disloyal Customer | 63 | Personal Travel | Eco | 1942 | 5 | 5 | 4 | 4 | 3 | 4 | 3 | 3 | 5 | 2 | 5 | 3 | 5 | 3 | 7 | NaN |
| 129874 | 1 | Female | disloyal Customer | 11 | Personal Travel | Eco | 2752 | 5 | 5 | 5 | 2 | 2 | 5 | 2 | 2 | 3 | 5 | 3 | 5 | 4 | 2 | 5 | 0.0 |
| 129875 | 1 | Female | disloyal Customer | 29 | Personal Travel | Eco | 1731 | 5 | 5 | 5 | 3 | 2 | 5 | 2 | 2 | 3 | 3 | 4 | 4 | 4 | 2 | 0 | 0.0 |
| 129876 | 0 | Male | disloyal Customer | 63 | Personal Travel | Business | 2087 | 2 | 3 | 2 | 4 | 2 | 1 | 1 | 3 | 2 | 3 | 3 | 1 | 2 | 1 | 174 | 172.0 |
| 129877 | 0 | Male | disloyal Customer | 69 | Personal Travel | Eco | 2320 | 3 | 0 | 3 | 3 | 3 | 2 | 2 | 4 | 4 | 3 | 4 | 2 | 3 | 2 | 155 | 163.0 |
| 129878 | 0 | Male | disloyal Customer | 66 | Personal Travel | Eco | 2450 | 3 | 2 | 3 | 2 | 3 | 2 | 2 | 3 | 3 | 2 | 3 | 2 | 1 | 2 | 193 | 205.0 |
| 129879 | 0 | Female | disloyal Customer | 38 | Personal Travel | Eco | 4307 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 5 | 3 | 3 | 3 | 185 | 186.0 |